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Biomedical signal analysis : contemporary methods and applications /

"Biomedical signal analysis has become one of the most important visualization and interpretation methods in biology and medicine. Many new and powerful instruments for detecting, storing, transmitting, analyzing, and displaying images have been developed in recent years, allowing scientists an...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Theis, Fabian J.
Otros Autores: Meyer-Bäse, Anke
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cambridge, Mass. : MIT Press, ©2010.
Temas:
Acceso en línea:Texto completo

MARC

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100 1 |a Theis, Fabian J. 
245 1 0 |a Biomedical signal analysis :  |b contemporary methods and applications /  |c Fabian J. Theis and Anke Meyer-Bäse. 
260 |a Cambridge, Mass. :  |b MIT Press,  |c ©2010. 
300 |a 1 online resource (xiii, 415 pages, 8 unnumbered pages of plates) :  |b illustrations (some color) 
336 |a text  |b txt  |2 rdacontent 
337 |a computer  |b c  |2 rdamedia 
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504 |a Includes bibliographical references and index. 
505 0 |a Foundations of medical imaging and signal recording -- Spectral transformations -- Information theory and principal component analysis -- Independent component analysis and blind source separation -- Dependent component analysis -- Pattern recognition techniques -- Fuzzy clustering and genetic algorithms -- Exploratory data analysis methods for fMRI -- Low-frequency functional connectivity in fMRI -- Classification of dynamic breast MR image data -- Dynamic cerebral contrast-enhanced perfusion MRI -- Skin lesion classification -- Microscopic slice image processing and automatic labeling -- NMR water artifact removal. 
588 0 |a Print version record. 
520 |a "Biomedical signal analysis has become one of the most important visualization and interpretation methods in biology and medicine. Many new and powerful instruments for detecting, storing, transmitting, analyzing, and displaying images have been developed in recent years, allowing scientists and physicians to obtain quantitative measurements to support scientific hypotheses and medical diagnoses. This book offers an overview of a range of proven and new methods, discussing both theoretical and practical aspects of biomedical signal analysis and interpretation." "After an introduction to the topic and a survey of several processing and imaging techniques, the book describes a broad range of methods, including continuous and discrete Fourier transforms, independent component analysis (ICA), dependent component analysis, neural networks, and fuzzy logic methods. The book then discusses applications of these theoretical tools to practical problems in everyday biosignal processing, considering such subjects as exploratory data analysis and low-frequency connectivity analysis in fMRI, MRI signal processing including lesion detection in breast MRI, dynamic cerebral contrast-enhanced perfusion MRI, skin lesion classification, and microscopic slice image processing and automatic labeling." "Biomedical Signal Analysis can be used as a text or professional reference. Part I, on methods, forms a self-contained text, with exercises and other learning aids, for upper-level undergraduate or graduate-level students. Researchers or graduate students in systems biology, genomic signal processing, and computer-assisted radiology will find both parts I and II (on applications) a valuable handbook."--Jacket. 
546 |a English. 
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590 |a ProQuest Ebook Central  |b Ebook Central Academic Complete 
650 0 |a Magnetic resonance imaging. 
650 0 |a Image processing. 
650 0 |a Diagnostic imaging. 
650 1 2 |a Magnetic Resonance Imaging  |x methods 
650 2 2 |a Algorithms 
650 2 2 |a Image Processing, Computer-Assisted 
650 2 |a Magnetic Resonance Imaging 
650 2 |a Diagnostic Imaging 
650 6 |a Imagerie par résonance magnétique. 
650 6 |a Traitement d'images. 
650 6 |a Imagerie pour le diagnostic. 
650 6 |a Algorithmes. 
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650 7 |a algorithms.  |2 aat 
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650 7 |a MEDICAL  |x Diagnosis.  |2 bisacsh 
650 7 |a Diagnostic imaging  |2 fast 
650 7 |a Image processing  |2 fast 
650 7 |a Magnetic resonance imaging  |2 fast 
653 |a BIOMEDICAL SCIENCES/General 
653 |a ENGINEERING/Biological Engineering 
700 1 |a Meyer-Bäse, Anke. 
758 |i has work:  |a Biomedical signal analysis (Text)  |1 https://id.oclc.org/worldcat/entity/E39PCFV7DJcvKvthV7BWvYj6Kd  |4 https://id.oclc.org/worldcat/ontology/hasWork 
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